
Stefano Castruccio
Associate Professor · Environmental Statistics
University of Notre DameAbout
Stefano Castruccio is a Notre Dame Collegiate Associate Professor at the University of Notre Dame, specializing in environmental statistics and spatio-temporal modeling since joining in 2017. His research bridges statistical methodology with critical environmental applications including renewable energy assessment and air pollution impact analysis.
His educational background includes:
- Ph.D. in Statistics from the University of Chicago (2013)
- M.S. in Mathematical Engineering from Politecnico di Milano, Italy (2007)
- B.S. in Mathematical Engineering from Politecnico di Milano, Italy (2005)
Prof. Castruccio's research centers on developing computationally efficient spatio-temporal models for environmental systems, with major contributions in wind energy resource assessment and climate modeling. His methodological innovations integrate physics-informed machine learning with traditional statistical frameworks to address challenges in high-resolution data analysis and uncertainty quantification.
His recent publications (2018-2025) reveal a strategic evolution toward deep learning integration for wind modeling and physics-constrained statistical frameworks, significantly advancing computational approaches for renewable energy forecasting and environmental risk assessment.
His scientific recognition includes:
- Elected fellow of the American Statistical Association
- Elected member of the International Statistical Institute
- 2024 Gordon Bell Prize for Climate Modelling
- 2023 TIES President's invited lecture
- 2021 TIES Abdel El-Shaarawi Early Investigator Award
- 2020 Early Investigator Award from ASA Section on Statistics and the Environment
Research funding includes major grants from NSF, NASA, and KAUST, most recently a $240,000 NSF CDS&E-MSS award for physics-informed forecasting of high-resolution spatio-temporal data. He maintains active international collaborations with Politecnico di Milano and KAUST through his research group's GitHub repository.
His team focuses on open-source development of statistical tools for environmental applications, with ongoing projects in turbulent boundary layer modeling and high-resolution wind energy forecasting.
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